Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "54"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = os.environ["ANTENNA"]
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "30"
csv_folder = "/home/obs/src/H5C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H5C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 30 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, '*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 253 csvs in /home/obs/src/H5C_Notebooks/_rtp_summary_
Found 232 auto_metrics notebooks in /home/obs/src/H5C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        antnum = row['Ant']
        if antnum != int(antenna):
            continue
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break

---------------------------------------------------------------------------
KeyError                                  Traceback (most recent call last)
~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/indexes/base.py in get_loc(self, key, method, tolerance)
   3360             try:
-> 3361                 return self._engine.get_loc(casted_key)
   3362             except KeyError as err:

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/_libs/index.pyx in pandas._libs.index.IndexEngine.get_loc()

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/_libs/index.pyx in pandas._libs.index.IndexEngine.get_loc()

pandas/_libs/hashtable_class_helper.pxi in pandas._libs.hashtable.PyObjectHashTable.get_item()

pandas/_libs/hashtable_class_helper.pxi in pandas._libs.hashtable.PyObjectHashTable.get_item()

KeyError: 'Ant'

The above exception was the direct cause of the following exception:

KeyError                                  Traceback (most recent call last)
/tmp/ipykernel_19424/3863632283.py in <module>
      8         # Add this day to the antenna
      9         row = df.loc[n]
---> 10         antnum = row['Ant']
     11         if antnum != int(antenna):
     12             continue

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/series.py in __getitem__(self, key)
    940 
    941         elif key_is_scalar:
--> 942             return self._get_value(key)
    943 
    944         if is_hashable(key):

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/series.py in _get_value(self, label, takeable)
   1049 
   1050         # Similar to Index.get_value, but we do not fall back to positional
-> 1051         loc = self.index.get_loc(label)
   1052         return self.index._get_values_for_loc(self, loc, label)
   1053 

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/indexes/base.py in get_loc(self, key, method, tolerance)
   3361                 return self._engine.get_loc(casted_key)
   3362             except KeyError as err:
-> 3363                 raise KeyError(key) from err
   3364 
   3365         if is_scalar(key) and isna(key) and not self.hasnans:

KeyError: 'Ant'
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 30, Node 1:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459594 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.547267 -0.301645 4.737905 -0.505599 21.596410 -0.925524 1.566445 -0.620678 0.7313 0.7355 0.2377 9.667454 9.591111
2459593 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.518628 -0.075551 3.920951 -1.022041 11.974800 -0.462835 1.996572 -0.155136 0.6618 0.6522 0.2087 6.415896 5.349138
2459592 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 0.193764 -0.909799 -0.505051 -0.881100 0.516549 -0.066000 0.428274 0.031074 0.0326 0.0299 0.0004 nan nan
2459591 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.758162 -0.377669 -0.212052 -0.791628 41.608447 -1.206831 3.993433 -0.504927 0.5544 0.5647 0.3072 6.866460 5.666072
2459590 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.804495 -0.170929 8.368082 -1.033031 4.536033 -1.587670 7.363020 0.241560 0.5561 0.5637 0.3022 8.242115 6.851696
2459589 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.787112 0.115305 7.370387 -1.073002 2.642845 -0.589071 5.237588 -0.523228 0.6240 0.6146 0.2378 5.637374 4.932918
2459588 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.014377 0.748496 4.437820 -0.841720 20.941441 -1.185403 1.516796 -0.710969 0.7287 0.7060 0.1928 9.285192 7.713875
2459587 RF_maintenance 100.00% - - - 100.00% 0.00% 0.596637 -0.265032 5.829908 -0.943621 6.088104 3.323653 0.830763 -0.299821 nan nan nan 15.161734 15.773245
2459586 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.515124 0.704856 0.481937 1.517822 17.230853 4.118410 5.815377 0.053991 0.5616 0.5722 0.2949 4.807793 4.312406
2459585 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 10.509880 8.428461 5.514840 4.879553 5.480151 4.642185 2.569701 1.403603 0.0327 0.0351 0.0018 0.000000 0.000000
2459584 RF_maintenance 100.00% 25.21% 22.21% 0.00% 100.00% 0.00% 2.105221 -0.012924 11.710802 7.341601 20.401426 27.039482 3.309038 -0.688286 0.4863 0.4989 0.2973 6.604664 6.455449
2459583 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.780580 0.114383 7.874704 7.892957 2.361111 0.350732 8.501447 0.381639 0.5328 0.5423 0.3137 4.718344 4.633035
2459582 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 298.236821 299.128876 inf inf 11472.197751 11537.055286 6059.155598 6063.972936 nan nan nan 0.000000 0.000000
2459581 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459580 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.683829 0.430357 6.641022 8.097989 1.276361 0.728180 7.482407 -0.089341 0.5543 0.5632 0.3146 5.906474 5.409352
2459579 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.484257 0.457643 7.842115 9.743374 4.722443 1.219040 2.981243 0.367963 0.5538 0.5614 0.3182 5.931763 5.167692
2459578 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459577 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.494359 0.425007 5.948882 7.374060 24.293307 1.681308 7.546321 0.171455 0.5554 0.5648 0.3150 3.966127 3.615437
2459576 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.270910 0.647923 1.968980 6.007963 2.627251 2.055479 11.129035 1.164681 0.0664 0.0787 0.0100 1.199207 1.195791
2459575 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459574 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.130293 0.446274 1.834000 5.701115 2.409232 2.012916 5.300409 1.020745 0.0880 0.1062 0.0204 1.252188 1.251172
2459573 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459572 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.250062 0.274770 1.824732 5.800305 5.959751 0.246062 4.534700 1.081445 0.0572 0.0653 0.0059 1.136601 1.135176
2459571 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - -1.152699 -0.606557 -0.397096 0.318306 -0.102679 -0.807187 -0.941191 -0.712002 0.0361 0.0320 0.0017 nan nan
2459570 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459569 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.422277 -0.398582 2.379370 6.692881 1.977882 7.753002 2.930183 8.917090 0.0866 0.0929 0.0104 1.256666 1.256937
2459566 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.340327 -0.003852 5.007225 7.702413 2.003979 0.664915 3.990721 0.565249 0.0888 0.1026 0.0229 1.083185 1.071614
2459565 RF_maintenance 0.00% - - - 100.00% 0.00% -0.301489 -0.301489 -0.301515 -0.301515 -0.686513 -0.686513 -0.816541 -0.816541 nan nan nan 0.000000 0.000000
2459564 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.781799 0.114952 0.266598 0.606037 9.244593 9.353268 1.069129 -0.363072 0.7145 0.7163 0.3891 3.532436 3.047005
2459563 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459562 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459561 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459560 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459559 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.043293 1.163793 2.004759 4.200453 3.019649 0.953111 1.424900 0.613760 0.7060 0.7085 0.3788 3.374172 3.042540
2459558 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.088377 0.444489 3.381460 8.261920 7.626596 -0.355263 2.353982 0.548511 0.7058 0.7052 0.3855 3.885310 3.616499
2459557 RF_maintenance - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0427 0.0330 0.0024 nan nan
2459556 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.335612 1.030196 3.041802 9.122492 6.284253 0.653007 5.481936 1.189855 0.7097 0.7085 0.3813 4.085735 3.625109
2459554 RF_maintenance - 0.00% 0.00% 0.00% - - nan nan nan nan nan nan nan nan 0.7015 0.6980 0.4021 nan nan
2459553 RF_maintenance - 0.00% 0.00% 0.00% - - nan nan nan nan nan nan nan nan 0.7111 0.7083 0.3920 nan nan
2459552 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.128287 0.504961 8.426771 11.440473 31.701511 1.420875 0.308766 0.359215 0.7146 0.7073 0.3850 5.374537 1.639652
2459551 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.391521 0.831180 3.818234 4.666399 2.207170 1.624879 1.608580 0.743492 0.7019 0.7042 0.3873 3.388734 3.000497
2459550 RF_maintenance - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0334 0.0309 0.0029 nan nan
2459549 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.128275 0.498916 6.990220 8.447023 2.536034 0.393139 0.748306 0.220183 0.7042 0.7045 0.3952 3.894523 3.422882
2459542 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.130315 0.366477 3.934717 2.861941 4.160707 5.715480 -0.336973 -0.460768 0.7644 0.7586 0.3475 3.571559 3.295292
2459541 RF_maintenance 100.00% 1.34% 1.79% 0.00% 100.00% 0.00% -0.216874 0.054494 7.475185 9.902976 7.670625 15.391401 5.474045 9.241310 0.7550 0.7405 0.3231 4.463075 4.381454
2459540 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459536 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.406125 1.415142 11.456215 14.761216 3.396190 0.838071 0.816634 0.298530 0.7382 0.7343 0.4115 4.199398 3.662233
2459535 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.787024 0.106486 3.228872 3.782927 0.848558 0.126111 0.938745 0.203009 0.7788 0.7538 0.3629 3.512331 3.049419
2459534 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.810464 -0.008503 3.240114 3.542005 0.518186 0.821254 2.711011 0.624437 0.7711 0.7518 0.3525 7.939099 8.239625
2459533 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.335679 0.009151 6.666394 8.088414 2.726209 1.304233 0.358892 0.916670 0.7216 0.7116 0.4014 3.950148 3.485449
2459532 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.170609 0.004180 8.883009 11.343641 1.925736 -0.462995 0.136357 0.008131 0.7210 0.7084 0.4019 3.999272 3.592681
2459530 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.543348 0.738254 2.976022 3.592595 1.985947 0.274053 1.042221 0.177428 0.7419 0.7270 0.3973 4.079073 3.637742
2459527 RF_maintenance 0.00% - - - 100.00% 0.00% nan nan nan nan nan nan nan nan nan nan nan 0.000000 0.000000
2459524 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.484055 2.990248 9.095648 10.405951 4.492110 5.403986 1.979413 0.544890 0.9006 0.9291 0.3192 0.000000 0.000000
2459523 RF_maintenance 100.00% - - - 100.00% 0.00% 0.874247 -1.213318 10.506854 12.142248 -0.474581 1.040915 1.149816 1.217710 nan nan nan 5.614770 4.994533
2459522 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.454754 0.494869 9.206905 11.827938 0.870036 0.173489 1.191413 0.333208 0.6783 0.6456 0.3612 4.444123 6.247290
2459513 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - -0.372104 -0.388700 0.599220 0.685361 -0.192504 -0.506867 -0.806924 -0.533655 0.0353 0.0427 0.0017 nan nan
2459508 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.795652 3.236323 7.502932 8.957904 4.253884 4.967560 8.183898 11.928594 0.9064 0.9353 0.1872 0.000000 0.000000
2459505 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.045997 1.041202 7.308748 10.640727 -0.144934 4.297199 0.550307 1.749794 0.8894 0.8534 0.1987 23.980115 18.737690
2459503 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 4.828331 7.949846 9.217948 11.935164 12.241202 17.498600 2.770666 1.700217 0.8576 0.8445 0.4814 0.000000 0.000000
2459501 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 3.942356 5.680101 7.896246 9.754406 4.384270 6.933939 1.478741 0.366040 0.1141 0.1060 0.0174 0.000000 0.000000
2459500 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 5.764157 7.261430 8.609002 9.990953 8.477604 10.656442 0.496695 0.500547 0.0874 0.0912 0.0151 0.000000 0.000000
2459499 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 6.639366 8.756497 10.723285 12.455675 9.450132 11.005526 1.300620 5.699639 0.0674 0.0753 0.0063 0.000000 0.000000
2459498 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 6.782684 9.610118 8.506964 10.736122 8.441738 11.131324 5.406388 2.831381 0.0974 0.0881 0.0153 0.000000 0.000000
2459497 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 18.566641 18.997751 10.539762 8.701798 19.179503 19.074584 8.664095 9.233839 0.1225 0.0662 0.0199 0.000000 0.000000
2459496 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 8.638716 11.687021 8.669893 10.228129 8.612466 12.939084 2.817769 3.626663 0.1083 0.1241 0.0213 0.000000 0.000000
2459495 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 7.411731 9.878278 7.882536 9.533760 8.202731 10.610095 1.713379 1.195437 0.1270 0.1158 0.0229 0.000000 0.000000
2459494 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 7.652496 9.617022 9.231834 10.726574 8.157866 11.838901 2.433547 3.311825 0.1119 0.1183 0.0269 0.000000 0.000000
2459492 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.787786 1.238078 8.661275 12.067751 -0.220988 0.685913 2.501540 3.931912 0.7498 0.7972 0.3486 6.401988 5.814898
2459491 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.850929 2.568502 8.894739 13.083183 1.272636 4.234646 1.017410 3.670682 0.7930 0.8134 0.2744 3.492392 2.612238
2459490 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.084265 1.244110 4.971040 13.232117 10.193530 1.870776 131.535872 3.688002 0.7149 0.7937 0.3969 4.327675 4.175685
2459489 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.325548 1.413794 8.604940 12.928111 0.112001 3.462486 3.100499 2.871465 0.7602 0.8018 0.3259 5.928576 4.395197
2459488 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.509759 0.419395 7.657188 10.957201 -0.530994 1.547088 1.414604 2.951932 0.7591 0.8031 0.3659 0.000000 0.000000

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 30: 2459795

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Discontinuties 18.928155 -0.030790 -0.038162 -0.225868 -0.549334 0.364229 6.409710 0.904273 18.928155

Antenna 30: 2459794

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Discontinuties 36.049869 -0.372287 -0.621807 0.179769 -0.694306 0.245675 0.351669 36.049869 0.173384

Antenna 30: 2459793

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Discontinuties 17.247106 -0.416020 -0.214261 -0.641202 -0.492010 -0.045370 -0.083545 17.247106 0.120606

Antenna 30: 2459792

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Discontinuties 8.993927 -0.995785 -0.921265 0.247237 -0.931438 -0.192990 -0.541752 8.993927 0.011222

Antenna 30: 2459791

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Discontinuties 5.631577 -0.138378 -0.213006 1.049677 -0.831052 0.202546 0.285060 5.631577 0.325101

Antenna 30: 2459790

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Discontinuties 8.809668 -0.107635 -0.581024 -0.780116 1.382941 -0.313760 1.397135 0.022548 8.809668

Antenna 30: 2459789

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Power 7.292613 0.242720 0.621428 0.112170 7.292613 -0.109982 4.845354 1.491933 5.457988

Antenna 30: 2459788

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Discontinuties 12.980733 -0.061699 -1.514287 0.082876 -0.973708 -0.290400 -0.533544 1.867718 12.980733

Antenna 30: 2459787

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Discontinuties 8.261625 -1.132987 0.096158 -0.966468 -0.657419 0.010445 -0.192043 8.261625 2.438453

Antenna 30: 2459786

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Discontinuties 7.319438 -0.025859 -0.895154 -0.609918 -0.443693 -0.784351 -0.292841 1.096618 7.319438

Antenna 30: 2459785

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Discontinuties 11.870229 -0.461195 0.286156 -0.896057 0.835683 -0.390736 0.187103 -0.341700 11.870229

Antenna 30: 2459784

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Discontinuties 8.440033 -0.978237 -0.040154 -0.700923 -0.926083 0.392784 -0.934717 8.440033 -0.518208

Antenna 30: 2459783

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Discontinuties 3.110447 0.639513 0.743478 0.648029 -0.285618 0.144909 -0.609458 0.527760 3.110447

Antenna 30: 2459782

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
30 N01 digital_ok nn Power 1.276714 0.379837 -0.587510 1.276714 0.605540 0.573150 0.064140 0.890782 0.640076

Antenna 30: 2459781

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Discontinuties 2.490789 0.056260 0.371540 1.100408 1.741147 0.382848 0.474645 2.490789 0.417518

Antenna 30: 2459778

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Discontinuties 4.552146 -0.152248 -0.341247 3.917833 2.310775 0.741254 0.838071 1.152480 4.552146

Antenna 30: 2459776

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Discontinuties 9.487123 0.217127 -1.296848 2.199696 2.957954 1.049620 1.758122 9.487123 -0.034498

Antenna 30: 2459773

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Discontinuties 6.078512 -0.722702 0.337538 -0.962815 -0.065863 -0.157719 0.978646 0.755171 6.078512

Antenna 30: 2459772

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 30: 2459771

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Discontinuties 7.041366 -0.003805 -0.994092 -0.091066 -1.134167 -0.149209 -0.970661 0.504705 7.041366

Antenna 30: 2459770

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Discontinuties 7.207013 -0.153729 -0.222368 -0.748493 -0.787810 -0.641507 -0.941943 0.022234 7.207013

Antenna 30: 2459769

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Discontinuties 4.522033 -0.316887 -0.622870 -0.863106 -0.854846 -1.043843 -0.562042 -0.192604 4.522033

Antenna 30: 2459768

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Variability 0.471571 -0.238781 -0.563762 -0.000451 -0.910148 0.471571 0.444129 0.193776 -0.024344

Antenna 30: 2459767

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Discontinuties 0.636363 -0.987773 -0.069978 -1.134443 -0.106724 -1.260522 -1.013891 0.636363 0.142250

Antenna 30: 2459766

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Discontinuties 11.996012 0.038751 -1.223430 -0.068500 -0.957098 -0.658824 -0.386204 0.223226 11.996012

Antenna 30: 2459765

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Discontinuties 9.675270 -0.257138 -0.374794 -0.979280 -0.250307 -1.104118 2.908639 0.702555 9.675270

Antenna 30: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Variability 30.813217 0.767562 0.818638 1.085453 -0.545352 30.813217 2.435475 28.867181 6.268069

Antenna 30: 2459761

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Discontinuties 12.825318 -0.444569 0.565357 -0.750762 0.583595 0.007663 9.761693 0.069507 12.825318

Antenna 30: 2459760

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Discontinuties 12.254913 -0.458934 -0.719678 -0.825480 -0.862889 8.483731 0.822578 12.254913 1.159316

Antenna 30: 2459759

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 30: 2459758

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 30: 2459757

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Discontinuties 2.399663 -0.681417 -0.195082 -0.475651 -0.711030 -0.640198 -0.683128 0.013306 2.399663

Antenna 30: 2459755

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Discontinuties 3.550414 -0.730813 -0.213804 -1.137742 -0.281691 -1.279105 -0.561199 3.550414 0.433375

Antenna 30: 2459754

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Discontinuties 11.123086 -0.412765 -0.367191 -0.841569 -0.186838 -0.361630 -0.709198 11.123086 0.242312

Antenna 30: 2459753

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Discontinuties 11.931851 -0.044086 -0.370611 -0.131339 -1.010746 -0.253298 0.209038 0.060989 11.931851

Antenna 30: 2459752

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Discontinuties 17.376883 0.092013 -0.100430 0.209879 -0.739871 1.101874 -0.654662 17.376883 -0.227356

Antenna 30: 2459750

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 30: 2459749

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Discontinuties 13.099830 -0.486887 -0.217817 -1.191591 -0.383843 0.004271 -1.088429 13.099830 -0.148144

Antenna 30: 2459748

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 30: 2459747

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Discontinuties 61.473931 1.543340 1.423959 0.802050 0.713161 9.835232 4.406216 61.473931 13.584630

Antenna 30: 2459746

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
30 N01 Not Found nn Shape nan nan nan inf inf nan nan nan nan

Antenna 30: 2459745

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
30 N01 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 30: 2459744

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 30: 2459743

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 30: 2459742

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 30: 2459741

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
30 N01 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 30: 2459740

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Discontinuties 31.507257 2.620064 2.171732 2.061583 1.548395 3.569139 5.201288 31.507257 18.971904

Antenna 30: 2459738

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Discontinuties 5.888266 0.775349 -0.279567 -0.364901 -1.156774 -0.166799 1.168147 5.888266 0.713700

Antenna 30: 2459736

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Discontinuties 5.940182 -0.410131 -0.329379 -0.531341 -0.942631 -0.220771 -0.787118 -0.037536 5.940182

Antenna 30: 2459734

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Discontinuties 8.783146 1.377866 2.284931 0.945854 1.562824 4.114922 3.274367 6.721725 8.783146

Antenna 30: 2459733

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Discontinuties 7.784642 1.341225 2.064363 0.928704 1.519018 0.341684 0.897933 5.666176 7.784642

Antenna 30: 2459732

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Discontinuties 5.947997 1.417834 2.565665 0.861403 1.838738 2.398477 1.525221 3.453231 5.947997

Antenna 30: 2459731

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Discontinuties 5.720091 -0.232746 0.234855 -1.014285 0.241928 1.673838 -0.131769 0.567459 5.720091

Antenna 30: 2459730

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Discontinuties 2.450100 1.846094 0.961668 1.625057 0.947932 0.928817 -0.124289 2.450100 2.207788

Antenna 30: 2459728

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Discontinuties 3.993876 0.675504 0.729246 0.659128 0.920891 0.176851 -0.074304 1.045293 3.993876

Antenna 30: 2459726

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Discontinuties 9.064464 0.461305 0.424235 0.665093 0.928638 0.905486 2.061903 6.620189 9.064464

Antenna 30: 2459724

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Discontinuties 29.243726 0.731125 0.725429 0.731879 0.633811 0.617331 4.487241 5.139367 29.243726

Antenna 30: 2459723

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Discontinuties 31.574206 0.199469 -0.114664 0.582570 0.529851 0.558376 16.018591 7.774457 31.574206

Antenna 30: 2459722

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
30 N01 digital_ok nn Temporal Discontinuties 0.537338 -0.635320 -0.662364 0.245195 -1.213601 -0.468675 -0.646820 -0.220062 0.537338

Antenna 30: 2459720

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
30 N01 digital_ok nn Temporal Discontinuties 9.554825 0.472835 0.100075 1.521370 0.812653 5.451017 5.897189 7.763265 9.554825

Antenna 30: 2459719

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Discontinuties 14.575254 0.216437 0.552314 0.652113 1.342614 5.399737 4.835965 14.114420 14.575254

Antenna 30: 2459718

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
30 N01 digital_ok nn Temporal Discontinuties 19.131912 0.311973 0.588912 1.131301 0.778839 6.140444 9.231478 18.878903 19.131912

Antenna 30: 2459717

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
30 N01 digital_ok nn Temporal Discontinuties 23.417676 -0.693682 0.575900 -0.316435 0.529312 21.127630 5.173837 20.760769 23.417676

Antenna 30: 2459716

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Discontinuties 40.337948 -0.690911 0.419358 -0.262824 0.971586 7.053429 10.212453 40.337948 30.179585

Antenna 30: 2459715

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Discontinuties 7.978095 0.607330 -0.449455 2.377099 -1.009196 1.686614 -0.738102 7.978095 -0.153792

Antenna 30: 2459713

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
30 N01 digital_ok nn Temporal Discontinuties 29.695861 0.607828 0.304079 1.450398 -0.597406 8.288545 6.183597 29.695861 22.267968

Antenna 30: 2459712

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Variability 7.087522 -0.396737 3.372160 -0.985496 6.829265 -0.966718 7.087522 -0.108461 3.017154

Antenna 30: 2459711

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Discontinuties 13.984840 0.271591 -0.088252 0.641481 0.341924 1.484260 3.148339 13.212038 13.984840

Antenna 30: 2459710

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Discontinuties 24.220304 0.349237 0.061621 1.219062 0.724070 6.275245 7.874025 17.795641 24.220304

Antenna 30: 2459708

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
30 N01 RF_maintenance ee Power 0.905467 -0.285236 -0.518280 0.905467 -1.117050 0.001598 -0.703156 -0.857401 0.459807

Antenna 30: 2459707

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
30 N01 RF_maintenance ee Temporal Discontinuties 16.135337 -0.214664 -0.051950 -0.467590 -0.751342 -0.944523 -1.202761 14.722490 16.135337

Antenna 30: 2459706

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
30 N01 RF_maintenance ee Temporal Variability 20.501281 0.350945 -0.132171 1.416775 0.682458 0.784845 20.501281 14.899576 18.313986

Antenna 30: 2459705

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
30 N01 RF_maintenance ee Temporal Discontinuties 83.358945 1.224047 0.184823 2.599722 -0.603890 6.550653 5.655389 36.402621 83.358945

Antenna 30: 2459703

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
30 N01 RF_maintenance ee Temporal Discontinuties 14.045365 1.223211 0.839061 3.732534 3.964548 11.225033 11.992546 13.949494 14.045365

Antenna 30: 2459702

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
30 N01 RF_maintenance ee Temporal Discontinuties 7.630305 -0.866265 -0.046109 0.396082 -1.047185 0.217010 -0.300448 7.630305 0.832152

Antenna 30: 2459701

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
30 N01 RF_maintenance ee Temporal Discontinuties 25.768123 0.120811 -0.534635 -0.726394 -0.783358 -1.158210 1.910033 1.508107 25.768123

Antenna 30: 2459697

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
30 N01 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 30: 2459696

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
30 N01 RF_maintenance nn Temporal Discontinuties 317.510342 86.681934 86.681934 76.948327 76.948327 80.483240 80.483240 317.510342 317.510342

Antenna 30: 2459695

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
30 N01 RF_maintenance ee Temporal Discontinuties 863.944984 256.807998 256.807998 254.804328 254.804328 261.868637 261.868637 863.944984 863.944984

Antenna 30: 2459694

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
30 N01 RF_maintenance ee Temporal Discontinuties 5.298914 -0.740497 -0.677710 -1.011855 0.738952 -0.982789 5.013539 -0.353559 5.298914

Antenna 30: 2459693

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
30 1 RF_maintenance ee Temporal Discontinuties 7.644550 0.150418 0.231014 6.136835 -0.871347 5.054348 -1.034884 7.644550 -0.703363

Antenna 30: 2459692

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
30 1 RF_maintenance ee Power 2.742860 -0.405437 -0.133670 2.742860 -0.845785 0.685928 -0.484901 2.408076 -0.613257

Antenna 30: 2459691

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
30 1 RF_maintenance ee Power 5.496947 -0.086494 -0.332541 5.496947 -1.090669 1.804599 -1.180216 3.685375 1.060107

Antenna 30: 2459690

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
30 1 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 30: 2459689

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
30 1 RF_maintenance ee Power 3.185906 0.191862 -0.035463 3.185906 -0.780725 2.892266 -0.448219 2.814909 0.345096

Antenna 30: 2459688

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
30 1 RF_maintenance ee Shape nan nan nan nan nan nan nan nan nan

Antenna 30: 2459687

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
30 1 RF_maintenance ee Power 5.970308 -0.297693 0.801149 -0.464664 5.970308 0.552535 -0.619835 1.469763 -2.606394

Antenna 30: 2459686

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
30 1 RF_maintenance ee Power 4.184360 -0.611380 0.079700 -0.710119 4.184360 -1.384191 1.823027 -0.641573 0.980067

Antenna 30: 2459685

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
30 1 RF_maintenance ee Temporal Variability 5.523160 -0.212172 0.342659 -0.838111 3.634466 -1.393580 5.523160 0.148865 0.551844

Antenna 30: 2459684

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
30 1 RF_maintenance ee Temporal Discontinuties 9.668303 0.177075 -0.686309 5.553482 -0.631748 2.921445 -0.813296 9.668303 -0.324995

Antenna 30: 2459676

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
30 1 RF_maintenance ee Temporal Discontinuties 5.191907 -0.048296 -0.022227 -0.778932 1.737318 -0.789150 -0.289335 0.283509 5.191907

Antenna 30: 2459675

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
30 1 RF_maintenance ee Temporal Variability 7.096408 0.312837 -0.001473 4.755406 -0.930137 7.096408 -0.627798 2.225980 0.287021

Antenna 30: 2459674

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
30 1 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 30: 2459673

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
30 1 RF_maintenance ee Power 5.075817 1.891040 -0.239238 5.075817 -0.685811 3.561223 0.369249 5.071567 0.048652

Antenna 30: 2459672

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
30 1 RF_maintenance ee Temporal Variability 5.930265 -0.387420 0.217691 -0.897768 5.119642 -0.358255 5.930265 -0.485680 -0.238240

Antenna 30: 2459671

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
30 1 RF_maintenance ee Temporal Variability 8.896936 -0.267978 2.460114 -0.482189 4.672068 -0.971085 8.896936 0.386543 4.965883

Antenna 30: 2459670

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
30 1 RF_maintenance ee Shape nan nan nan nan nan nan nan nan nan

Antenna 30: 2459669

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
30 1 RF_maintenance ee Temporal Variability 7.416473 1.847368 4.918220 2.798665 5.212350 -0.642379 7.416473 1.472509 7.123187

Antenna 30: 2459668

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
30 1 RF_maintenance ee Temporal Variability 12.312945 1.032238 -0.304193 2.251303 -1.046159 12.312945 -0.803988 2.050920 -0.370008

Antenna 30: 2459665

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
30 1 RF_maintenance ee Power 4.401693 0.520741 -0.145904 4.401693 -0.661135 1.125073 -0.787284 4.186559 0.897063